{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% Import Moduels\n",
    "\n",
    "## System Tools\n",
    "import os\n",
    "import numpy as np\n",
    "from collections.abc import Iterable\n",
    "#from collections import OrderedDict\n",
    "## I/O Tools\n",
    "import _pickle as pickle\n",
    "## Data Process Tools\n",
    "import pandas as pd\n",
    "import datetime\n",
    "## Graphs\n",
    "import matplotlib.pyplot as plt\n",
    "from Toolbox_Graph import Graph_PDF, IRF_SinglePlot, MultiLine_2ySinglePlot, MultiLine_SinglePlot\n",
    "#import matplotlib.backends.backend_pdf as figpdf\n",
    "## Statistical Tools\n",
    "import statsmodels.formula.api as sm\n",
    "## Database API\n",
    "# from fredapi import Fred\n",
    "## Numerical API\n",
    "from scipy.interpolate import interp1d\n",
    "from scipy.optimize import bisect\n",
    "## Multi-Level Index Slicer\n",
    "idx = pd.IndexSlice\n",
    "\n",
    "import math \n",
    "import re\n",
    "# End of Section: Import Moduels\n",
    "###############################################################################\n",
    "\n",
    "\n",
    "#%% Setup Working Directory\n",
    "\n",
    "# Change to the Project Folder\n",
    "FolderList = [\"C:\\\\XingGuo\\\\Research\\\\CFM\\\\\" ]\n",
    "for Folder in FolderList:\n",
    "    if os.path.exists(Folder):\n",
    "        os.chdir(Folder)    \n",
    "\n",
    "# End of Section: Setup Working Directory\n",
    "###############################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% Prepare the Data\n",
    "\n",
    "## Monetary Shocks\n",
    "MS = pd.read_excel(\"Data/Data_MonetaryShocks.xlsx\").rename(columns={'Canada shocks': 'MonetaryShocks'})\n",
    "InterestRate = pd.read_excel(\"Data/Data_CanadaCentralBankInterestRate.xls\",sheet_name=\"Data\")\n",
    "\n",
    "DS = MS.merge(right=InterestRate,how='left',left_on='Date',right_on='Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "Fig = plt.figure(figsize=(14,6),dpi=100)\n",
    "\n",
    "ax_left = Fig.add_subplot(1,1,1)\n",
    "ax_right = ax_left.twinx()\n",
    "ax_left.plot(DS['Date'],DS['InterestRate'],linestyle='solid',color='black')\n",
    "ax_left.set_ylabel('Interest Rate')\n",
    "ax_right.plot(DS['Date'],DS['MonetaryShocks'],linestyle='dashed',color='red')\n",
    "ax_right.set_ylabel('Monetary Shocks')\n",
    "ax_right.grid('on',axis='both',linestyle='dashed',alpha=0.5) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}